{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 语义分割和数据集\n",
    "\n",
    "在前几节讨论的目标检测问题中，我们一直使用方形边界框来标注和预测图像中的目标。本节将探讨语义分割（semantic segmentation）问题，它关注如何将图像分割成属于不同语义类别的区域。值得一提的是，这些语义区域的标注和预测都是像素级的。图9.10展示了语义分割中图像有关狗、猫和背景的标签。可以看到，与目标检测相比，语义分割标注的像素级的边框显然更加精细。\n",
    "\n",
    "![语义分割中图像有关狗、猫和背景的标签](../img/segmentation.svg)\n",
    "\n",
    "\n",
    "## 图像分割和实例分割\n",
    "\n",
    "计算机视觉领域还有2个与语义分割相似的重要问题，即图像分割（image segmentation）和实例分割（instance segmentation）。我们在这里将它们与语义分割简单区分一下。\n",
    "\n",
    "* 图像分割将图像分割成若干组成区域。这类问题的方法通常利用图像中像素之间的相关性。它在训练时不需要有关图像像素的标签信息，在预测时也无法保证分割出的区域具有我们希望得到的语义。以图9.10的图像为输入，图像分割可能将狗分割成两个区域：一个覆盖以黑色为主的嘴巴和眼睛，而另一个覆盖以黄色为主的其余部分身体。\n",
    "* 实例分割又叫同时检测并分割（simultaneous detection and segmentation）。它研究如何识别图像中各个目标实例的像素级区域。与语义分割有所不同，实例分割不仅需要区分语义，还要区分不同的目标实例。如果图像中有两只狗，实例分割需要区分像素属于这两只狗中的哪一只。\n",
    "\n",
    "\n",
    "## Pascal VOC2012语义分割数据集\n",
    "\n",
    "语义分割的一个重要数据集叫作Pascal VOC2012 [1]。为了更好地了解这个数据集，我们先导入实验所需的包或模块。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "attributes": {
     "classes": [],
     "id": "",
     "n": "1"
    }
   },
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "import d2lzh as d2l\n",
    "from mxnet import gluon, image, nd\n",
    "from mxnet.gluon import data as gdata, utils as gutils\n",
    "import os\n",
    "import sys\n",
    "import tarfile"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "我们下载这个数据集的压缩包到`../data`路径下。压缩包大小是2 GB左右，下载需要一定时间。解压之后的数据集将会放置在`../data/VOCdevkit/VOC2012`路径下。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "attributes": {
     "classes": [],
     "id": "",
     "n": "2"
    }
   },
   "outputs": [],
   "source": [
    "# 本函数已保存在d2lzh包中方便以后使用\n",
    "def download_voc_pascal(data_dir='../data'):\n",
    "    voc_dir = os.path.join(data_dir, 'VOCdevkit/VOC2012')\n",
    "    url = ('http://host.robots.ox.ac.uk/pascal/VOC/voc2012'\n",
    "           '/VOCtrainval_11-May-2012.tar')\n",
    "    sha1 = '4e443f8a2eca6b1dac8a6c57641b67dd40621a49'\n",
    "    fname = gutils.download(url, data_dir, sha1_hash=sha1)\n",
    "    with tarfile.open(fname, 'r') as f:\n",
    "        f.extractall(data_dir)\n",
    "    return voc_dir\n",
    "\n",
    "voc_dir = download_voc_pascal()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "进入`../data/VOCdevkit/VOC2012`路径后，我们可以获取数据集的不同组成部分。其中`ImageSets/Segmentation`路径包含了指定训练和测试样本的文本文件，而`JPEGImages`和`SegmentationClass`路径下分别包含了样本的输入图像和标签。这里的标签也是图像格式，其尺寸和它所标注的输入图像的尺寸相同。标签中颜色相同的像素属于同一个语义类别。下面定义`read_voc_images`函数将输入图像和标签全部读进内存。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "attributes": {
     "classes": [],
     "id": "",
     "n": "3"
    }
   },
   "outputs": [],
   "source": [
    "# 本函数已保存在d2lzh包中方便以后使用\n",
    "def read_voc_images(root=voc_dir, is_train=True):\n",
    "    txt_fname = '%s/ImageSets/Segmentation/%s' % (\n",
    "        root, 'train.txt' if is_train else 'val.txt')\n",
    "    with open(txt_fname, 'r') as f:\n",
    "        images = f.read().split()\n",
    "    features, labels = [None] * len(images), [None] * len(images)\n",
    "    for i, fname in enumerate(images):\n",
    "        features[i] = image.imread('%s/JPEGImages/%s.jpg' % (root, fname))\n",
    "        labels[i] = image.imread(\n",
    "            '%s/SegmentationClass/%s.png' % (root, fname))\n",
    "    return features, labels\n",
    "\n",
    "train_features, train_labels = read_voc_images()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "我们画出前5张输入图像和它们的标签。在标签图像中，白色和黑色分别代表边框和背景，而其他不同的颜色则对应不同的类别。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "attributes": {
     "classes": [],
     "id": "",
     "n": "4"
    }
   },
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 720x288 with 10 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "n = 5\n",
    "imgs = train_features[0:n] + train_labels[0:n]\n",
    "d2l.show_images(imgs, 2, n);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "接下来，我们列出标签中每个RGB颜色的值及其标注的类别。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "attributes": {
     "classes": [],
     "id": "",
     "n": "5"
    }
   },
   "outputs": [],
   "source": [
    "# 该常量已保存在d2lzh包中方便以后使用\n",
    "VOC_COLORMAP = [[0, 0, 0], [128, 0, 0], [0, 128, 0], [128, 128, 0],\n",
    "                [0, 0, 128], [128, 0, 128], [0, 128, 128], [128, 128, 128],\n",
    "                [64, 0, 0], [192, 0, 0], [64, 128, 0], [192, 128, 0],\n",
    "                [64, 0, 128], [192, 0, 128], [64, 128, 128], [192, 128, 128],\n",
    "                [0, 64, 0], [128, 64, 0], [0, 192, 0], [128, 192, 0],\n",
    "                [0, 64, 128]]\n",
    "# 该常量已保存在d2lzh包中方便以后使用\n",
    "VOC_CLASSES = ['background', 'aeroplane', 'bicycle', 'bird', 'boat',\n",
    "               'bottle', 'bus', 'car', 'cat', 'chair', 'cow',\n",
    "               'diningtable', 'dog', 'horse', 'motorbike', 'person',\n",
    "               'potted plant', 'sheep', 'sofa', 'train', 'tv/monitor']"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "有了上面定义的两个常量以后，我们可以很容易地查找标签中每个像素的类别索引。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "attributes": {
     "classes": [],
     "id": "",
     "n": "6"
    }
   },
   "outputs": [],
   "source": [
    "colormap2label = nd.zeros(256 ** 3)\n",
    "for i, colormap in enumerate(VOC_COLORMAP):\n",
    "    colormap2label[(colormap[0] * 256 + colormap[1]) * 256 + colormap[2]] = i\n",
    "\n",
    "# 本函数已保存在d2lzh包中方便以后使用\n",
    "def voc_label_indices(colormap, colormap2label):\n",
    "    colormap = colormap.astype('int32')\n",
    "    idx = ((colormap[:, :, 0] * 256 + colormap[:, :, 1]) * 256\n",
    "           + colormap[:, :, 2])\n",
    "    return colormap2label[idx]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "例如，第一张样本图像中飞机头部区域的类别索引为1，而背景全是0。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "attributes": {
     "classes": [],
     "id": "",
     "n": "7"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(\n",
       " [[0. 0. 0. 0. 0. 0. 0. 0. 0. 1.]\n",
       "  [0. 0. 0. 0. 0. 0. 0. 1. 1. 1.]\n",
       "  [0. 0. 0. 0. 0. 0. 1. 1. 1. 1.]\n",
       "  [0. 0. 0. 0. 0. 1. 1. 1. 1. 1.]\n",
       "  [0. 0. 0. 0. 0. 1. 1. 1. 1. 1.]\n",
       "  [0. 0. 0. 0. 1. 1. 1. 1. 1. 1.]\n",
       "  [0. 0. 0. 0. 0. 1. 1. 1. 1. 1.]\n",
       "  [0. 0. 0. 0. 0. 1. 1. 1. 1. 1.]\n",
       "  [0. 0. 0. 0. 0. 0. 1. 1. 1. 1.]\n",
       "  [0. 0. 0. 0. 0. 0. 0. 0. 1. 1.]]\n",
       " <NDArray 10x10 @cpu(0)>, 'aeroplane')"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "y = voc_label_indices(train_labels[0], colormap2label)\n",
    "y[105:115, 130:140], VOC_CLASSES[1]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 预处理数据\n",
    "\n",
    "在之前的章节中，我们通过缩放图像使其符合模型的输入形状。然而在语义分割里，这样做需要将预测的像素类别重新映射回原始尺寸的输入图像。这样的映射难以做到精确，尤其在不同语义的分割区域。为了避免这个问题，我们将图像裁剪成固定尺寸而不是缩放。具体来说，我们使用图像增广里的随机裁剪，并对输入图像和标签裁剪相同区域。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "attributes": {
     "classes": [],
     "id": "",
     "n": "8"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x288 with 10 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 本函数已保存在d2lzh包中方便以后使用\n",
    "def voc_rand_crop(feature, label, height, width):\n",
    "    feature, rect = image.random_crop(feature, (width, height))\n",
    "    label = image.fixed_crop(label, *rect)\n",
    "    return feature, label\n",
    "\n",
    "imgs = []\n",
    "for _ in range(n):\n",
    "    imgs += voc_rand_crop(train_features[0], train_labels[0], 200, 300)\n",
    "d2l.show_images(imgs[::2] + imgs[1::2], 2, n);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 自定义语义分割数据集类\n",
    "\n",
    "我们通过继承Gluon提供的`Dataset`类自定义了一个语义分割数据集类`VOCSegDataset`。通过实现`__getitem__`函数，我们可以任意访问数据集中索引为`idx`的输入图像及其每个像素的类别索引。由于数据集中有些图像的尺寸可能小于随机裁剪所指定的输出尺寸，这些样本需要通过自定义的`filter`函数所移除。此外，我们还定义了`normalize_image`函数，从而对输入图像的RGB三个通道的值分别做标准化。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "attributes": {
     "classes": [],
     "id": "",
     "n": "9"
    }
   },
   "outputs": [],
   "source": [
    "# 本类已保存在d2lzh包中方便以后使用\n",
    "class VOCSegDataset(gdata.Dataset):\n",
    "    def __init__(self, is_train, crop_size, voc_dir, colormap2label):\n",
    "        self.rgb_mean = nd.array([0.485, 0.456, 0.406])\n",
    "        self.rgb_std = nd.array([0.229, 0.224, 0.225])\n",
    "        self.crop_size = crop_size\n",
    "        features, labels = read_voc_images(root=voc_dir, is_train=is_train)\n",
    "        self.features = [self.normalize_image(feature)\n",
    "                         for feature in self.filter(features)]\n",
    "        self.labels = self.filter(labels)\n",
    "        self.colormap2label = colormap2label\n",
    "        print('read ' + str(len(self.features)) + ' examples')\n",
    "\n",
    "    def normalize_image(self, img):\n",
    "        return (img.astype('float32') / 255 - self.rgb_mean) / self.rgb_std\n",
    "\n",
    "    def filter(self, imgs):\n",
    "        return [img for img in imgs if (\n",
    "            img.shape[0] >= self.crop_size[0] and\n",
    "            img.shape[1] >= self.crop_size[1])]\n",
    "\n",
    "    def __getitem__(self, idx):\n",
    "        feature, label = voc_rand_crop(self.features[idx], self.labels[idx],\n",
    "                                       *self.crop_size)\n",
    "        return (feature.transpose((2, 0, 1)),\n",
    "                voc_label_indices(label, self.colormap2label))\n",
    "\n",
    "    def __len__(self):\n",
    "        return len(self.features)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 读取数据集\n",
    "\n",
    "我们通过自定义的`VOCSegDataset`类来分别创建训练集和测试集的实例。假设我们指定随机裁剪的输出图像的形状为$320\\times 480$。下面我们可以查看训练集和测试集所保留的样本个数。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "attributes": {
     "classes": [],
     "id": "",
     "n": "10"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "read 1114 examples\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "read 1078 examples\n"
     ]
    }
   ],
   "source": [
    "crop_size = (320, 480)\n",
    "voc_train = VOCSegDataset(True, crop_size, voc_dir, colormap2label)\n",
    "voc_test = VOCSegDataset(False, crop_size, voc_dir, colormap2label)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "设批量大小为64，分别定义训练集和测试集的迭代器。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "attributes": {
     "classes": [],
     "id": "",
     "n": "11"
    }
   },
   "outputs": [],
   "source": [
    "batch_size = 64\n",
    "num_workers = 0 if sys.platform.startswith('win32') else 4\n",
    "train_iter = gdata.DataLoader(voc_train, batch_size, shuffle=True,\n",
    "                              last_batch='discard', num_workers=num_workers)\n",
    "test_iter = gdata.DataLoader(voc_test, batch_size, last_batch='discard',\n",
    "                             num_workers=num_workers)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "打印第一个小批量的形状。不同于图像分类和目标识别，这里的标签是一个三维数组。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "attributes": {
     "classes": [],
     "id": "",
     "n": "12"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(64, 3, 320, 480)\n",
      "(64, 320, 480)\n"
     ]
    }
   ],
   "source": [
    "for X, Y in train_iter:\n",
    "    print(X.shape)\n",
    "    print(Y.shape)\n",
    "    break"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 小结\n",
    "\n",
    "* 语义分割关注如何将图像分割成属于不同语义类别的区域。\n",
    "* 语义分割的一个重要数据集叫作Pascal VOC2012。\n",
    "* 由于语义分割的输入图像和标签在像素上一一对应，所以将图像随机裁剪成固定尺寸而不是缩放。\n",
    "\n",
    "## 练习\n",
    "\n",
    "* 回忆[“图像增广”](image-augmentation.ipynb)一节中的内容。哪些在图像分类中使用的图像增广方法难以用于语义分割？\n",
    "\n",
    "\n",
    "\n",
    "##  参考文献\n",
    "\n",
    "[1] Pascal VOC2012数据集。http://host.robots.ox.ac.uk/pascal/VOC/voc2012/\n",
    "\n",
    "## 扫码直达[讨论区](https://discuss.gluon.ai/t/topic/7218)\n",
    "\n",
    "![](../img/qr_semantic-segmentation-and-dataset.svg)"
   ]
  }
 ],
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